A method for real-time condition monitoring of haul roads based on Bayesian parameter estimation
dc.contributor.author | Heyns, Theo | |
dc.contributor.author | Heyns, P.S. (Philippus Stephanus) | |
dc.contributor.author | De Villiers, Johan Pieter | |
dc.date.accessioned | 2012-03-01T06:19:48Z | |
dc.date.available | 2012-03-01T06:19:48Z | |
dc.date.issued | 2012-04 | |
dc.description.abstract | Current haul road management techniques, such as routine, periodic and urgent maintenance have shortcomings in many complex haul road environments. Real-time road condition monitoring may significantly reduce maintenance costs, both to the road and to the vehicles. A recent idea is that vehicle on-board data collection systems could be used to monitor haul roads on a real-time basis by means of vibration signature analysis. This paper proposes a methodology based on Bayesian regression to isolate the effect of varying vehicle speed on the measured vehicle response metric. A key feature of the proposed methodology is that it avoids the costly need to generate analytical or empirical vehicle models. | en_US |
dc.description.librarian | ai2012 | en |
dc.description.uri | http://www.sciencedirect.com/science/journal/00224898 | en_US |
dc.identifier.citation | Heyns, T, Heyns, PS & De Villiers, JP, A method for real-time condition monitoring of haul roads based on Bayesian parameter estimation, Journal of Terramechanics, vol. 49, no. 2, pp.103–113 (2012), doi: 10.1016/j.jterra.2011.12.001 | en_US |
dc.identifier.issn | 0022-4898 (print) | |
dc.identifier.issn | 1879-1204 (online) | |
dc.identifier.other | 10.1016/j.jterra.2011.12.001 | |
dc.identifier.uri | http://hdl.handle.net/2263/18319 | |
dc.language.iso | en | en_US |
dc.publisher | Elsevier | en_US |
dc.rights | © 2011 ISTVS. Published by Elsevier Ltd. All rights reserved. | en_US |
dc.subject | Monitoring of road condition | en_US |
dc.subject | Bayesian parameter estimation | en_US |
dc.subject | Condition based maintenance | en_US |
dc.subject.lcsh | Highway engineering | en |
dc.subject.lcsh | Roads deterioration | en |
dc.subject.lcsh | Roads -- Maintenance and repair | en |
dc.subject.lcsh | Roads -- Riding quality -- Testing | en |
dc.subject.lcsh | Highway research | en |
dc.subject.lcsh | Trucks -- Vibration | en |
dc.subject.lcsh | Bayesian statistical decision theory | en |
dc.title | A method for real-time condition monitoring of haul roads based on Bayesian parameter estimation | en_US |
dc.type | Postprint Article | en_US |